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I have used same model just changes dataset with Hindi and English corpus. Test - डेली हिन्दी न्यूज - बुंदेलखंड का प्रथम अन्तरजालीय स्थल मैं भारत से प्यार करता हूँ...

I added example file with 2000 sentences in your project.

Simply changed `nb_epoch` to `epochs` per latest Keras.

I'm concerned with the test results of the model. I'm trying to implement seq2seq models using word2vec and to before trying to implement on my own , I want to...

I suppose your sequential model has one-layer encoder and possible multi-layer decoder. however, in most cases encoder has also many layers. To me, for _ in range(num_layers): model.add(LSTM(hidden_size, return_sequences=True)) may...